Profiling Report

Dataset statistics

Number of variables	41
Number of observations	2239
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	719.6 KiB
Average record size in memory	329.1 B

Variable types

Numeric	21
Categorical	19
DateTime	1

Alerts

`Z_CostContact` has constant value ""	Constant
`Z_Revenue` has constant value ""	Constant
`Year_Birth` is highly overall correlated with `Age` and 1 other fields	High correlation
`Income` is highly overall correlated with `Wines` and 12 other fields	High correlation
`Wines` is highly overall correlated with `Income` and 11 other fields	High correlation
`Fruits` is highly overall correlated with `Income` and 9 other fields	High correlation
`Meat` is highly overall correlated with `Income` and 10 other fields	High correlation
`Fish` is highly overall correlated with `Income` and 9 other fields	High correlation
`Sweet` is highly overall correlated with `Income` and 9 other fields	High correlation
`Gold` is highly overall correlated with `Income` and 10 other fields	High correlation
`Web` is highly overall correlated with `Income` and 7 other fields	High correlation
`Catalog` is highly overall correlated with `Income` and 11 other fields	High correlation
`Store` is highly overall correlated with `Income` and 10 other fields	High correlation
`Web Visit` is highly overall correlated with `Income` and 1 other fields	High correlation
`Age` is highly overall correlated with `Year_Birth` and 1 other fields	High correlation
`Promotion accepted` is highly overall correlated with `PromoAccepted` and 7 other fields	High correlation
`PromoAccepted` is highly overall correlated with `Promotion accepted` and 7 other fields	High correlation
`Frequency` is highly overall correlated with `Income` and 10 other fields	High correlation
`Monetary` is highly overall correlated with `Income` and 11 other fields	High correlation
`Education` is highly overall correlated with `Education_clean`	High correlation
`Marital_Status` is highly overall correlated with `Marital_clean`	High correlation
`Kidhome` is highly overall correlated with `Children` and 1 other fields	High correlation
`Teenhome` is highly overall correlated with `Children` and 1 other fields	High correlation
`AcceptedCmp3` is highly overall correlated with `Promotion accepted` and 1 other fields	High correlation
`AcceptedCmp4` is highly overall correlated with `Promotion accepted` and 2 other fields	High correlation
`AcceptedCmp5` is highly overall correlated with `Income` and 5 other fields	High correlation
`AcceptedCmp1` is highly overall correlated with `Promotion accepted` and 2 other fields	High correlation
`AcceptedCmp2` is highly overall correlated with `Promotion accepted` and 1 other fields	High correlation
`Response` is highly overall correlated with `Promotion accepted` and 2 other fields	High correlation
`Age group` is highly overall correlated with `Year_Birth` and 1 other fields	High correlation
`Education_clean` is highly overall correlated with `Education`	High correlation
`Marital_clean` is highly overall correlated with `Marital_Status`	High correlation
`Children` is highly overall correlated with `Kidhome` and 2 other fields	High correlation
`Family_size` is highly overall correlated with `Kidhome` and 2 other fields	High correlation
`Responder` is highly overall correlated with `Promotion accepted` and 5 other fields	High correlation
`AcceptedCmp3` is highly imbalanced (62.4%)	Imbalance
`AcceptedCmp4` is highly imbalanced (61.7%)	Imbalance
`AcceptedCmp5` is highly imbalanced (62.4%)	Imbalance
`AcceptedCmp1` is highly imbalanced (65.6%)	Imbalance
`AcceptedCmp2` is highly imbalanced (89.7%)	Imbalance
`Complain` is highly imbalanced (92.3%)	Imbalance
`ID` has unique values	Unique
`Recency` has 28 (1.3%) zeros	Zeros
`Fruits` has 400 (17.9%) zeros	Zeros
`Fish` has 384 (17.2%) zeros	Zeros
`Sweet` has 419 (18.7%) zeros	Zeros
`Gold` has 61 (2.7%) zeros	Zeros
`Deals` has 46 (2.1%) zeros	Zeros
`Web` has 49 (2.2%) zeros	Zeros
`Catalog` has 586 (26.2%) zeros	Zeros
`Promotion accepted` has 1630 (72.8%) zeros	Zeros
`PromoAccepted` has 1630 (72.8%) zeros	Zeros

Reproduction

Analysis started	2023-07-31 10:53:37.883698
Analysis finished	2023-07-31 10:57:03.124913
Duration	3 minutes and 25.24 seconds
Software version	ydata-profiling vv4.3.1
Download configuration	config.json

ID
Real number (ℝ)

UNIQUE

Distinct	2239
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5590.4448

Minimum	0
Maximum	11191
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	35.0 KiB

Quantile statistics

Minimum	0
5-th percentile	576.7
Q1	2827.5
median	5455
Q3	8423.5
95-th percentile	10675.1
Maximum	11191
Range	11191
Interquartile range (IQR)	5596

Descriptive statistics

Standard deviation	3246.3725
Coefficient of variation (CV)	0.58070021
Kurtosis	-1.1893616
Mean	5590.4448
Median Absolute Deviation (MAD)	2786
Skewness	0.040706532
Sum	12517006
Variance	10538934
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5524	1	< 0.1%
10770	1	< 0.1%
5763	1	< 0.1%
3478	1	< 0.1%
7494	1	< 0.1%
1763	1	< 0.1%
7250	1	< 0.1%
2005	1	< 0.1%
6885	1	< 0.1%
3584	1	< 0.1%
Other values (2229)	2229	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
9	1	< 0.1%
13	1	< 0.1%
17	1	< 0.1%
20	1	< 0.1%
22	1	< 0.1%
24	1	< 0.1%
25	1	< 0.1%
35	1	< 0.1%

Value	Count	Frequency (%)
11191	1	< 0.1%
11188	1	< 0.1%
11187	1	< 0.1%
11181	1	< 0.1%
11178	1	< 0.1%
11176	1	< 0.1%
11171	1	< 0.1%
11166	1	< 0.1%
11148	1	< 0.1%
11133	1	< 0.1%

Year_Birth
Real number (ℝ)

HIGH CORRELATION

Distinct	56
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1968.8995

Minimum	1940
Maximum	1996
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	35.0 KiB

Quantile statistics

Minimum	1940
5-th percentile	1950
Q1	1959
median	1970
Q3	1977
95-th percentile	1988
Maximum	1996
Range	56
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	11.695504
Coefficient of variation (CV)	0.0059401221
Kurtosis	-0.79313601
Mean	1968.8995
Median Absolute Deviation (MAD)	9
Skewness	-0.092932825
Sum	4408366
Variance	136.7848
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1976	89	4.0%
1971	87	3.9%
1975	83	3.7%
1970	80	3.6%
1972	79	3.5%
1978	77	3.4%
1965	74	3.3%
1973	74	3.3%
1969	71	3.2%
1974	69	3.1%
Other values (46)	1456	65.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1940	1	< 0.1%
1941	1	< 0.1%
1943	7	0.3%
1944	7	0.3%
1945	8	0.4%
1946	16	0.7%
1947	16	0.7%
1948	21	0.9%
1949	30	1.3%
1950	29	1.3%

Value	Count	Frequency (%)
1996	2	0.1%
1995	5	0.2%
1994	3	0.1%
1993	5	0.2%
1992	13	0.6%
1991	15	0.7%
1990	18	0.8%
1989	30	1.3%
1988	29	1.3%
1987	27	1.2%

Education
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	35.0 KiB

Graduation	1126
PhD	486
Master	370
2n Cycle	203
Basic	54

Length

Max length	10
Median length	10
Mean length	7.5176418
Min length	3

Characters and Unicode

Total characters	16832
Distinct characters	22
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Graduation
2nd row	Graduation
3rd row	Graduation
4th row	Graduation
5th row	PhD

Common Values

Value	Count	Frequency (%)
Graduation	1126	50.3%
PhD	486	21.7%
Master	370	16.5%
2n Cycle	203	9.1%
Basic	54	2.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
graduation	1126	46.1%
phd	486	19.9%
master	370	15.2%
2n	203	8.3%
cycle	203	8.3%
basic	54	2.2%

Most occurring characters

Value	Count	Frequency (%)
a	2676	15.9%
r	1496	8.9%
t	1496	8.9%
n	1329	7.9%
i	1180	7.0%
G	1126	6.7%
d	1126	6.7%
u	1126	6.7%
o	1126	6.7%
e	573	3.4%
Other values (12)	3578	21.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	13701	81.4%
Uppercase Letter	2725	16.2%
Decimal Number	203	1.2%
Space Separator	203	1.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	2676	19.5%
r	1496	10.9%
t	1496	10.9%
n	1329	9.7%
i	1180	8.6%
d	1126	8.2%
u	1126	8.2%
o	1126	8.2%
e	573	4.2%
h	486	3.5%
Other values (4)	1087	7.9%

Uppercase Letter

Value	Count	Frequency (%)
G	1126	41.3%
D	486	17.8%
P	486	17.8%
M	370	13.6%
C	203	7.4%
B	54	2.0%

Decimal Number

Value	Count	Frequency (%)
2	203	100.0%

Space Separator

Value	Count	Frequency (%)
	203	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	16426	97.6%
Common	406	2.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	2676	16.3%
r	1496	9.1%
t	1496	9.1%
n	1329	8.1%
i	1180	7.2%
G	1126	6.9%
d	1126	6.9%
u	1126	6.9%
o	1126	6.9%
e	573	3.5%
Other values (10)	3172	19.3%

Common

Value	Count	Frequency (%)
2	203	50.0%
	203	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	16832	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	2676	15.9%
r	1496	8.9%
t	1496	8.9%
n	1329	7.9%
i	1180	7.0%
G	1126	6.7%
d	1126	6.7%
u	1126	6.7%
o	1126	6.7%
e	573	3.4%
Other values (12)	3578	21.3%

Marital_Status
Categorical

HIGH CORRELATION

Distinct	8
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	35.0 KiB

Married	864
Together	579
Single	480
Divorced	232
Widow	77
Other values (3)	7

Length

Max length	8
Median length	7
Mean length	7.0728004
Min length	4

Characters and Unicode

Total characters	15836
Distinct characters	26
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Single
2nd row	Single
3rd row	Together
4th row	Together
5th row	Married

Common Values

Value	Count	Frequency (%)
Married	864	38.6%
Together	579	25.9%
Single	480	21.4%
Divorced	232	10.4%
Widow	77	3.4%
Alone	3	0.1%
Absurd	2	0.1%
YOLO	2	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
married	864	38.6%
together	579	25.9%
single	480	21.4%
divorced	232	10.4%
widow	77	3.4%
alone	3	0.1%
absurd	2	0.1%
yolo	2	0.1%

Most occurring characters

Value	Count	Frequency (%)
e	2737	17.3%
r	2541	16.0%
i	1653	10.4%
d	1175	7.4%
g	1059	6.7%
o	891	5.6%
M	864	5.5%
a	864	5.5%
T	579	3.7%
t	579	3.7%
Other values (16)	2894	18.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	13591	85.8%
Uppercase Letter	2245	14.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	2737	20.1%
r	2541	18.7%
i	1653	12.2%
d	1175	8.6%
g	1059	7.8%
o	891	6.6%
a	864	6.4%
t	579	4.3%
h	579	4.3%
n	483	3.6%
Other values (7)	1030	7.6%

Uppercase Letter

Value	Count	Frequency (%)
M	864	38.5%
T	579	25.8%
S	480	21.4%
D	232	10.3%
W	77	3.4%
A	5	0.2%
O	4	0.2%
Y	2	0.1%
L	2	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	15836	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	2737	17.3%
r	2541	16.0%
i	1653	10.4%
d	1175	7.4%
g	1059	6.7%
o	891	5.6%
M	864	5.5%
a	864	5.5%
T	579	3.7%
t	579	3.7%
Other values (16)	2894	18.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	15836	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	2737	17.3%
r	2541	16.0%
i	1653	10.4%
d	1175	7.4%
g	1059	6.7%
o	891	5.6%
M	864	5.5%
a	864	5.5%
T	579	3.7%
t	579	3.7%
Other values (16)	2894	18.3%

Income
Real number (ℝ)

HIGH CORRELATION

Distinct	1974
Distinct (%)	88.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51963.555

Minimum	1730
Maximum	162397
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	35.0 KiB

Quantile statistics

Minimum	1730
5-th percentile	19095.1
Q1	35533.5
median	51381.5
Q3	68277.5
95-th percentile	83893.6
Maximum	162397
Range	160667
Interquartile range (IQR)	32744

Descriptive statistics

Standard deviation	21410.672
Coefficient of variation (CV)	0.41203248
Kurtosis	0.75413519
Mean	51963.555
Median Absolute Deviation (MAD)	16404.5
Skewness	0.35010392
Sum	1.163464 × 10⁸
Variance	4.5841688 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
51381.5	24	1.1%
7500	12	0.5%
35860	4	0.2%
37760	3	0.1%
80134	3	0.1%
46098	3	0.1%
48432	3	0.1%
39922	3	0.1%
63841	3	0.1%
67445	3	0.1%
Other values (1964)	2178	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1730	1	< 0.1%
2447	1	< 0.1%
3502	1	< 0.1%
4023	1	< 0.1%
4428	1	< 0.1%
4861	1	< 0.1%
5305	1	< 0.1%
5648	1	< 0.1%
6560	1	< 0.1%
6835	1	< 0.1%

Value	Count	Frequency (%)
162397	1	< 0.1%
160803	1	< 0.1%
157733	1	< 0.1%
157243	1	< 0.1%
157146	1	< 0.1%
156924	1	< 0.1%
153924	1	< 0.1%
113734	1	< 0.1%
105471	1	< 0.1%
102692	1	< 0.1%

Kidhome
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	35.0 KiB

0	1293
1	898
2	48

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2239
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	1293	57.7%
1	898	40.1%
2	48	2.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1293	57.7%
1	898	40.1%
2	48	2.1%

Most occurring characters

Value	Count	Frequency (%)
0	1293	57.7%
1	898	40.1%
2	48	2.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2239	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1293	57.7%
1	898	40.1%
2	48	2.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	2239	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1293	57.7%
1	898	40.1%
2	48	2.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2239	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1293	57.7%
1	898	40.1%
2	48	2.1%

Teenhome
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	35.0 KiB

0	1157
1	1030
2	52

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2239
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1157	51.7%
1	1030	46.0%
2	52	2.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1157	51.7%
1	1030	46.0%
2	52	2.3%

Most occurring characters

Value	Count	Frequency (%)
0	1157	51.7%
1	1030	46.0%
2	52	2.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2239	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1157	51.7%
1	1030	46.0%
2	52	2.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	2239	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1157	51.7%
1	1030	46.0%
2	52	2.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2239	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1157	51.7%
1	1030	46.0%
2	52	2.3%

Enrollment date
Date

Distinct	663
Distinct (%)	29.6%
Missing	0
Missing (%)	0.0%
Memory size	35.0 KiB

Minimum	2012-07-30 00:00:00
Maximum	2014-06-29 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

Recency
Real number (ℝ)

ZEROS

Distinct	100
Distinct (%)	4.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.121036

Minimum	0
Maximum	99
Zeros	28
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	35.0 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	24
median	49
Q3	74
95-th percentile	94
Maximum	99
Range	99
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	28.963662
Coefficient of variation (CV)	0.58963867
Kurtosis	-1.2016846
Mean	49.121036
Median Absolute Deviation (MAD)	25
Skewness	-0.0028686102
Sum	109982
Variance	838.89374
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
56	37	1.7%
30	32	1.4%
54	32	1.4%
46	31	1.4%
92	30	1.3%
49	30	1.3%
65	30	1.3%
3	29	1.3%
29	29	1.3%
71	29	1.3%
Other values (90)	1930	86.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	28	1.3%
1	24	1.1%
2	28	1.3%
3	29	1.3%
4	27	1.2%
5	15	0.7%
6	21	0.9%
7	12	0.5%
8	25	1.1%
9	24	1.1%

Value	Count	Frequency (%)
99	17	0.8%
98	22	1.0%
97	20	0.9%
96	25	1.1%
95	19	0.8%
94	26	1.2%
93	21	0.9%
92	30	1.3%
91	18	0.8%
90	20	0.9%

Wines
Real number (ℝ)

HIGH CORRELATION

Distinct	776
Distinct (%)	34.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	304.06744

Minimum	0
Maximum	1493
Zeros	13
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	35.0 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	24
median	174
Q3	504.5
95-th percentile	1000
Maximum	1493
Range	1493
Interquartile range (IQR)	480.5

Descriptive statistics

Standard deviation	336.61483
Coefficient of variation (CV)	1.10704
Kurtosis	0.59750126
Mean	304.06744
Median Absolute Deviation (MAD)	165
Skewness	1.1752394
Sum	680807
Variance	113309.54
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	42	1.9%
5	40	1.8%
1	37	1.7%
6	37	1.7%
4	33	1.5%
8	30	1.3%
3	30	1.3%
9	27	1.2%
12	25	1.1%
10	24	1.1%
Other values (766)	1914	85.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	0.6%
1	37	1.7%
2	42	1.9%
3	30	1.3%
4	33	1.5%
5	40	1.8%
6	37	1.7%
7	22	1.0%
8	30	1.3%
9	27	1.2%

Value	Count	Frequency (%)
1493	1	< 0.1%
1492	2	0.1%
1486	1	< 0.1%
1478	2	0.1%
1462	1	< 0.1%
1459	1	< 0.1%
1449	1	< 0.1%
1396	1	< 0.1%
1394	1	< 0.1%
1379	1	< 0.1%

Fruits
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	158
Distinct (%)	7.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.307727

Minimum	0
Maximum	199
Zeros	400
Zeros (%)	17.9%
Negative	0
Negative (%)	0.0%
Memory size	35.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	8
Q3	33
95-th percentile	123
Maximum	199
Range	199
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	39.781468
Coefficient of variation (CV)	1.5121591
Kurtosis	4.0472677
Mean	26.307727
Median Absolute Deviation (MAD)	8
Skewness	2.1013279
Sum	58903
Variance	1582.5652
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	400	17.9%
1	162	7.2%
2	120	5.4%
3	116	5.2%
4	104	4.6%
7	67	3.0%
5	65	2.9%
6	62	2.8%
12	50	2.2%
8	48	2.1%
Other values (148)	1045	46.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	400	17.9%
1	162	7.2%
2	120	5.4%
3	116	5.2%
4	104	4.6%
5	65	2.9%
6	62	2.8%
7	67	3.0%
8	48	2.1%
9	35	1.6%

Value	Count	Frequency (%)
199	2	0.1%
197	1	< 0.1%
194	3	0.1%
193	2	0.1%
190	1	< 0.1%
189	1	< 0.1%
185	2	0.1%
184	1	< 0.1%
183	3	0.1%
181	1	< 0.1%

Meat
Real number (ℝ)

HIGH CORRELATION

Distinct	558
Distinct (%)	24.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	167.01653

Minimum	0
Maximum	1725
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	35.0 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	16
median	67
Q3	232
95-th percentile	687.2
Maximum	1725
Range	1725
Interquartile range (IQR)	216

Descriptive statistics

Standard deviation	225.74383
Coefficient of variation (CV)	1.3516257
Kurtosis	5.5136976
Mean	167.01653
Median Absolute Deviation (MAD)	59
Skewness	2.0826203
Sum	373950
Variance	50960.276
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	53	2.4%
5	50	2.2%
11	49	2.2%
8	46	2.1%
6	43	1.9%
10	40	1.8%
3	40	1.8%
9	38	1.7%
16	36	1.6%
12	35	1.6%
Other values (548)	1809	80.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	14	0.6%
2	30	1.3%
3	40	1.8%
4	30	1.3%
5	50	2.2%
6	43	1.9%
7	53	2.4%
8	46	2.1%
9	38	1.7%

Value	Count	Frequency (%)
1725	2	0.1%
1622	1	< 0.1%
1607	1	< 0.1%
1582	1	< 0.1%
984	1	< 0.1%
981	1	< 0.1%
974	1	< 0.1%
968	1	< 0.1%
961	1	< 0.1%
951	2	0.1%

Fish
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	182
Distinct (%)	8.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.538633

Minimum	0
Maximum	259
Zeros	384
Zeros (%)	17.2%
Negative	0
Negative (%)	0.0%
Memory size	35.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	12
Q3	50
95-th percentile	168.1
Maximum	259
Range	259
Interquartile range (IQR)	47

Descriptive statistics

Standard deviation	54.637617
Coefficient of variation (CV)	1.4555036
Kurtosis	3.0934393
Mean	37.538633
Median Absolute Deviation (MAD)	12
Skewness	1.9190627
Sum	84049
Variance	2985.2692
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	384	17.2%
2	156	7.0%
3	130	5.8%
4	108	4.8%
6	82	3.7%
7	66	2.9%
8	57	2.5%
10	55	2.5%
13	48	2.1%
12	47	2.1%
Other values (172)	1106	49.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	384	17.2%
1	10	0.4%
2	156	7.0%
3	130	5.8%
4	108	4.8%
5	1	< 0.1%
6	82	3.7%
7	66	2.9%
8	57	2.5%
10	55	2.5%

Value	Count	Frequency (%)
259	1	< 0.1%
258	3	0.1%
254	1	< 0.1%
253	1	< 0.1%
250	3	0.1%
247	1	< 0.1%
246	1	< 0.1%
242	1	< 0.1%
240	2	0.1%
237	2	0.1%

Sweet
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	177
Distinct (%)	7.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.074587

Minimum	0
Maximum	263
Zeros	419
Zeros (%)	18.7%
Negative	0
Negative (%)	0.0%
Memory size	35.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	8
Q3	33
95-th percentile	126
Maximum	263
Range	263
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	41.286043
Coefficient of variation (CV)	1.5249002
Kurtosis	4.3734034
Mean	27.074587
Median Absolute Deviation (MAD)	8
Skewness	2.1354411
Sum	60620
Variance	1704.5373
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	419	18.7%
1	160	7.1%
2	128	5.7%
3	101	4.5%
4	82	3.7%
5	65	2.9%
6	64	2.9%
7	57	2.5%
8	56	2.5%
12	45	2.0%
Other values (167)	1062	47.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	419	18.7%
1	160	7.1%
2	128	5.7%
3	101	4.5%
4	82	3.7%
5	65	2.9%
6	64	2.9%
7	57	2.5%
8	56	2.5%
9	42	1.9%

Value	Count	Frequency (%)
263	1	< 0.1%
262	1	< 0.1%
198	1	< 0.1%
197	1	< 0.1%
196	1	< 0.1%
195	1	< 0.1%
194	3	0.1%
192	3	0.1%
191	1	< 0.1%
189	2	0.1%

Gold
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	213
Distinct (%)	9.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.036177

Minimum	0
Maximum	362
Zeros	61
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	35.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	9
median	24
Q3	56
95-th percentile	165.1
Maximum	362
Range	362
Interquartile range (IQR)	47

Descriptive statistics

Standard deviation	52.1747
Coefficient of variation (CV)	1.1848145
Kurtosis	3.5488593
Mean	44.036177
Median Absolute Deviation (MAD)	18
Skewness	1.8854417
Sum	98597
Variance	2722.1993
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	73	3.3%
4	70	3.1%
3	69	3.1%
5	63	2.8%
2	62	2.8%
12	62	2.8%
0	61	2.7%
6	57	2.5%
7	54	2.4%
10	49	2.2%
Other values (203)	1619	72.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	61	2.7%
1	73	3.3%
2	62	2.8%
3	69	3.1%
4	70	3.1%
5	63	2.8%
6	57	2.5%
7	54	2.4%
8	40	1.8%
9	44	2.0%

Value	Count	Frequency (%)
362	1	< 0.1%
321	1	< 0.1%
291	1	< 0.1%
262	1	< 0.1%
249	1	< 0.1%
248	1	< 0.1%
247	1	< 0.1%
246	1	< 0.1%
245	1	< 0.1%
242	2	0.1%

Deals
Real number (ℝ)

ZEROS

Distinct	15
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3242519

Minimum	0
Maximum	15
Zeros	46
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	35.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	6
Maximum	15
Range	15
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.9323446
Coefficient of variation (CV)	0.83138348
Kurtosis	8.9431137
Mean	2.3242519
Median Absolute Deviation (MAD)	1
Skewness	2.4201198
Sum	5204
Variance	3.7339558
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
1	970	43.3%
2	497	22.2%
3	297	13.3%
4	188	8.4%
5	94	4.2%
6	61	2.7%
0	46	2.1%
7	40	1.8%
8	14	0.6%
9	8	0.4%
Other values (5)	24	1.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	46	2.1%
1	970	43.3%
2	497	22.2%
3	297	13.3%
4	188	8.4%
5	94	4.2%
6	61	2.7%
7	40	1.8%
8	14	0.6%
9	8	0.4%

Value	Count	Frequency (%)
15	7	0.3%
13	3	0.1%
12	4	0.2%
11	5	0.2%
10	5	0.2%
9	8	0.4%
8	14	0.6%
7	40	1.8%
6	61	2.7%
5	94	4.2%

Web
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	15
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.0853059

Minimum	0
Maximum	27
Zeros	49
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	35.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	4
Q3	6
95-th percentile	9
Maximum	27
Range	27
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.7792402
Coefficient of variation (CV)	0.68030162
Kurtosis	5.6994576
Mean	4.0853059
Median Absolute Deviation (MAD)	2
Skewness	1.3821304
Sum	9147
Variance	7.7241763
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
2	373	16.7%
1	354	15.8%
3	335	15.0%
4	280	12.5%
5	220	9.8%
6	205	9.2%
7	155	6.9%
8	102	4.6%
9	75	3.3%
0	49	2.2%
Other values (5)	91	4.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	49	2.2%
1	354	15.8%
2	373	16.7%
3	335	15.0%
4	280	12.5%
5	220	9.8%
6	205	9.2%
7	155	6.9%
8	102	4.6%
9	75	3.3%

Value	Count	Frequency (%)
27	2	0.1%
25	1	< 0.1%
23	1	< 0.1%
11	44	2.0%
10	43	1.9%
9	75	3.3%
8	102	4.6%
7	155	6.9%
6	205	9.2%
5	220	9.8%

Catalog
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	14
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.6627959

Minimum	0
Maximum	28
Zeros	586
Zeros (%)	26.2%
Negative	0
Negative (%)	0.0%
Memory size	35.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	4
95-th percentile	9
Maximum	28
Range	28
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.9235425
Coefficient of variation (CV)	1.0979221
Kurtosis	8.0437442
Mean	2.6627959
Median Absolute Deviation (MAD)	2
Skewness	1.8802968
Sum	5962
Variance	8.5471005
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	586	26.2%
1	496	22.2%
2	276	12.3%
3	184	8.2%
4	182	8.1%
5	140	6.3%
6	128	5.7%
7	79	3.5%
8	55	2.5%
10	48	2.1%
Other values (4)	65	2.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	586	26.2%
1	496	22.2%
2	276	12.3%
3	184	8.2%
4	182	8.1%
5	140	6.3%
6	128	5.7%
7	79	3.5%
8	55	2.5%
9	42	1.9%

Value	Count	Frequency (%)
28	3	0.1%
22	1	< 0.1%
11	19	0.8%
10	48	2.1%
9	42	1.9%
8	55	2.5%
7	79	3.5%
6	128	5.7%
5	140	6.3%
4	182	8.1%

Store
Real number (ℝ)

HIGH CORRELATION

Distinct	14
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.7914247

Minimum	0
Maximum	13
Zeros	15
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	35.0 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
median	5
Q3	8
95-th percentile	12
Maximum	13
Range	13
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.2511492
Coefficient of variation (CV)	0.56137295
Kurtosis	-0.62286449
Mean	5.7914247
Median Absolute Deviation (MAD)	2
Skewness	0.70155925
Sum	12967
Variance	10.569971
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
3	489	21.8%
4	323	14.4%
2	223	10.0%
5	212	9.5%
6	178	7.9%
8	149	6.7%
7	143	6.4%
10	125	5.6%
9	106	4.7%
12	105	4.7%
Other values (4)	186	8.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15	0.7%
1	7	0.3%
2	223	10.0%
3	489	21.8%
4	323	14.4%
5	212	9.5%
6	178	7.9%
7	143	6.4%
8	149	6.7%
9	106	4.7%

Value	Count	Frequency (%)
13	83	3.7%
12	105	4.7%
11	81	3.6%
10	125	5.6%
9	106	4.7%
8	149	6.7%
7	143	6.4%
6	178	7.9%
5	212	9.5%
4	323	14.4%

Web Visit
Real number (ℝ)

HIGH CORRELATION

Distinct	16
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.3162126

Minimum	0
Maximum	20
Zeros	11
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	35.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	6
Q3	7
95-th percentile	8
Maximum	20
Range	20
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.4271441
Coefficient of variation (CV)	0.45655512
Kurtosis	1.8199066
Mean	5.3162126
Median Absolute Deviation (MAD)	2
Skewness	0.20825792
Sum	11903
Variance	5.8910284
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
7	393	17.6%
8	342	15.3%
6	339	15.1%
5	281	12.6%
4	218	9.7%
3	205	9.2%
2	202	9.0%
1	153	6.8%
9	83	3.7%
0	11	0.5%
Other values (6)	12	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11	0.5%
1	153	6.8%
2	202	9.0%
3	205	9.2%
4	218	9.7%
5	281	12.6%
6	339	15.1%
7	393	17.6%
8	342	15.3%
9	83	3.7%

Value	Count	Frequency (%)
20	3	0.1%
19	2	0.1%
17	1	< 0.1%
14	2	0.1%
13	1	< 0.1%
10	3	0.1%
9	83	3.7%
8	342	15.3%
7	393	17.6%
6	339	15.1%

AcceptedCmp3
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	35.0 KiB

0	2076
1	163

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2239
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	2076	92.7%
1	163	7.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2076	92.7%
1	163	7.3%

Most occurring characters

Value	Count	Frequency (%)
0	2076	92.7%
1	163	7.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2239	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2076	92.7%
1	163	7.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	2239	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2076	92.7%
1	163	7.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2239	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2076	92.7%
1	163	7.3%

AcceptedCmp4
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	35.0 KiB

0	2072
1	167

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2239
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	2072	92.5%
1	167	7.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2072	92.5%
1	167	7.5%

Most occurring characters

Value	Count	Frequency (%)
0	2072	92.5%
1	167	7.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2239	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2072	92.5%
1	167	7.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	2239	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2072	92.5%
1	167	7.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2239	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2072	92.5%
1	167	7.5%

AcceptedCmp5
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	35.0 KiB

0	2076
1	163

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2239
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	2076	92.7%
1	163	7.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2076	92.7%
1	163	7.3%

Most occurring characters

Value	Count	Frequency (%)
0	2076	92.7%
1	163	7.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2239	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2076	92.7%
1	163	7.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	2239	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2076	92.7%
1	163	7.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2239	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2076	92.7%
1	163	7.3%

AcceptedCmp1
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	35.0 KiB

0	2095
1	144

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2239
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	2095	93.6%
1	144	6.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2095	93.6%
1	144	6.4%

Most occurring characters

Value	Count	Frequency (%)
0	2095	93.6%
1	144	6.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2239	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2095	93.6%
1	144	6.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	2239	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2095	93.6%
1	144	6.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2239	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2095	93.6%
1	144	6.4%

AcceptedCmp2
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	35.0 KiB

0	2209
1	30

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2239
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	2209	98.7%
1	30	1.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2209	98.7%
1	30	1.3%

Most occurring characters

Value	Count	Frequency (%)
0	2209	98.7%
1	30	1.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2239	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2209	98.7%
1	30	1.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	2239	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2209	98.7%
1	30	1.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2239	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2209	98.7%
1	30	1.3%

Complain
Categorical

IMBALANCE

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	35.0 KiB

0	2218
1	21

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2239
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	2218	99.1%
1	21	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2218	99.1%
1	21	0.9%

Most occurring characters

Value	Count	Frequency (%)
0	2218	99.1%
1	21	0.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2239	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2218	99.1%
1	21	0.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	2239	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2218	99.1%
1	21	0.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2239	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2218	99.1%
1	21	0.9%

Z_CostContact
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	35.0 KiB

3	2239

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2239
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	3
3rd row	3
4th row	3
5th row	3

Common Values

Value	Count	Frequency (%)
3	2239	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	2239	100.0%

Most occurring characters

Value	Count	Frequency (%)
3	2239	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2239	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	2239	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2239	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	2239	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2239	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	2239	100.0%

Z_Revenue
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	35.0 KiB

11	2239

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	4478
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	11
2nd row	11
3rd row	11
4th row	11
5th row	11

Common Values

Value	Count	Frequency (%)
11	2239	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
11	2239	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	4478	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4478	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	4478	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4478	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	4478	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4478	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	4478	100.0%

Response
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	35.0 KiB

0	1905
1	334

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2239
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1905	85.1%
1	334	14.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1905	85.1%
1	334	14.9%

Most occurring characters

Value	Count	Frequency (%)
0	1905	85.1%
1	334	14.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2239	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1905	85.1%
1	334	14.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	2239	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1905	85.1%
1	334	14.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2239	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1905	85.1%
1	334	14.9%

lifespan_months
Real number (ℝ)

Distinct	24
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.541313

Minimum	3
Maximum	26
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	35.0 KiB

Quantile statistics

Minimum	3
5-th percentile	4
Q1	9
median	15
Q3	20
95-th percentile	25
Maximum	26
Range	23
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	6.7536747
Coefficient of variation (CV)	0.46444737
Kurtosis	-1.1874761
Mean	14.541313
Median Absolute Deviation (MAD)	6
Skewness	-0.011931994
Sum	32558
Variance	45.612122
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
25	123	5.5%
11	111	5.0%
19	110	4.9%
12	109	4.9%
23	105	4.7%
17	103	4.6%
6	103	4.6%
4	98	4.4%
15	97	4.3%
21	96	4.3%
Other values (14)	1184	52.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	65	2.9%
4	98	4.4%
5	92	4.1%
6	103	4.6%
7	96	4.3%
8	86	3.8%
9	85	3.8%
10	83	3.7%
11	111	5.0%
12	109	4.9%

Value	Count	Frequency (%)
26	51	2.3%
25	123	5.5%
24	89	4.0%
23	105	4.7%
22	81	3.6%
21	96	4.3%
20	85	3.8%
19	110	4.9%
18	96	4.3%
17	103	4.6%

Age
Real number (ℝ)

HIGH CORRELATION

Distinct	56
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.100491

Minimum	18
Maximum	74
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	35.0 KiB

Quantile statistics

Minimum	18
5-th percentile	26
Q1	37
median	44
Q3	55
95-th percentile	64
Maximum	74
Range	56
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	11.695504
Coefficient of variation (CV)	0.25932098
Kurtosis	-0.79313601
Mean	45.100491
Median Absolute Deviation (MAD)	9
Skewness	0.092932825
Sum	100980
Variance	136.7848
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
38	89	4.0%
43	87	3.9%
39	83	3.7%
44	80	3.6%
42	79	3.5%
36	77	3.4%
49	74	3.3%
41	74	3.3%
45	71	3.2%
40	69	3.1%
Other values (46)	1456	65.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18	2	0.1%
19	5	0.2%
20	3	0.1%
21	5	0.2%
22	13	0.6%
23	15	0.7%
24	18	0.8%
25	30	1.3%
26	29	1.3%
27	27	1.2%

Value	Count	Frequency (%)
74	1	< 0.1%
73	1	< 0.1%
71	7	0.3%
70	7	0.3%
69	8	0.4%
68	16	0.7%
67	16	0.7%
66	21	0.9%
65	30	1.3%
64	29	1.3%

Age group
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	19.9 KiB

Senior	1073
Adult	945
Young-adult	221

Length

Max length	11
Median length	6
Mean length	6.0714605
Min length	5

Characters and Unicode

Total characters	13594
Distinct characters	15
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Senior
2nd row	Senior
3rd row	Senior
4th row	Adult
5th row	Adult

Common Values

Value	Count	Frequency (%)
Senior	1073	47.9%
Adult	945	42.2%
Young-adult	221	9.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
senior	1073	47.9%
adult	945	42.2%
young-adult	221	9.9%

Most occurring characters

Value	Count	Frequency (%)
u	1387	10.2%
n	1294	9.5%
o	1294	9.5%
d	1166	8.6%
l	1166	8.6%
t	1166	8.6%
S	1073	7.9%
e	1073	7.9%
i	1073	7.9%
r	1073	7.9%
Other values (5)	1829	13.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	11134	81.9%
Uppercase Letter	2239	16.5%
Dash Punctuation	221	1.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
u	1387	12.5%
n	1294	11.6%
o	1294	11.6%
d	1166	10.5%
l	1166	10.5%
t	1166	10.5%
e	1073	9.6%
i	1073	9.6%
r	1073	9.6%
g	221	2.0%

Uppercase Letter

Value	Count	Frequency (%)
S	1073	47.9%
A	945	42.2%
Y	221	9.9%

Dash Punctuation

Value	Count	Frequency (%)
-	221	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	13373	98.4%
Common	221	1.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
u	1387	10.4%
n	1294	9.7%
o	1294	9.7%
d	1166	8.7%
l	1166	8.7%
t	1166	8.7%
S	1073	8.0%
e	1073	8.0%
i	1073	8.0%
r	1073	8.0%
Other values (4)	1608	12.0%

Common

Value	Count	Frequency (%)
-	221	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	13594	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
u	1387	10.2%
n	1294	9.5%
o	1294	9.5%
d	1166	8.6%
l	1166	8.6%
t	1166	8.6%
S	1073	7.9%
e	1073	7.9%
i	1073	7.9%
r	1073	7.9%
Other values (5)	1829	13.5%

Education_clean
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	35.0 KiB

Postgraduate	1982
Undergraduate	257

Length

Max length	13
Median length	12
Mean length	12.114783
Min length	12

Characters and Unicode

Total characters	27125
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Postgraduate
2nd row	Postgraduate
3rd row	Postgraduate
4th row	Postgraduate
5th row	Postgraduate

Common Values

Value	Count	Frequency (%)
Postgraduate	1982	88.5%
Undergraduate	257	11.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
postgraduate	1982	88.5%
undergraduate	257	11.5%

Most occurring characters

Value	Count	Frequency (%)
a	4478	16.5%
t	4221	15.6%
r	2496	9.2%
d	2496	9.2%
e	2496	9.2%
g	2239	8.3%
u	2239	8.3%
P	1982	7.3%
o	1982	7.3%
s	1982	7.3%
Other values (2)	514	1.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	24886	91.7%
Uppercase Letter	2239	8.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	4478	18.0%
t	4221	17.0%
r	2496	10.0%
d	2496	10.0%
e	2496	10.0%
g	2239	9.0%
u	2239	9.0%
o	1982	8.0%
s	1982	8.0%
n	257	1.0%

Uppercase Letter

Value	Count	Frequency (%)
P	1982	88.5%
U	257	11.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	27125	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	4478	16.5%
t	4221	15.6%
r	2496	9.2%
d	2496	9.2%
e	2496	9.2%
g	2239	8.3%
u	2239	8.3%
P	1982	7.3%
o	1982	7.3%
s	1982	7.3%
Other values (2)	514	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	27125	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	4478	16.5%
t	4221	15.6%
r	2496	9.2%
d	2496	9.2%
e	2496	9.2%
g	2239	8.3%
u	2239	8.3%
P	1982	7.3%
o	1982	7.3%
s	1982	7.3%
Other values (2)	514	1.9%

Marital_clean
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	35.0 KiB

Couple	1443
Single	796

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Characters and Unicode

Total characters	13434
Distinct characters	10
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Single
2nd row	Single
3rd row	Couple
4th row	Couple
5th row	Couple

Common Values

Value	Count	Frequency (%)
Couple	1443	64.4%
Single	796	35.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
couple	1443	64.4%
single	796	35.6%

Most occurring characters

Value	Count	Frequency (%)
l	2239	16.7%
e	2239	16.7%
C	1443	10.7%
o	1443	10.7%
u	1443	10.7%
p	1443	10.7%
S	796	5.9%
i	796	5.9%
n	796	5.9%
g	796	5.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	11195	83.3%
Uppercase Letter	2239	16.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
l	2239	20.0%
e	2239	20.0%
o	1443	12.9%
u	1443	12.9%
p	1443	12.9%
i	796	7.1%
n	796	7.1%
g	796	7.1%

Uppercase Letter

Value	Count	Frequency (%)
C	1443	64.4%
S	796	35.6%

Most occurring scripts

Value	Count	Frequency (%)
Latin	13434	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
l	2239	16.7%
e	2239	16.7%
C	1443	10.7%
o	1443	10.7%
u	1443	10.7%
p	1443	10.7%
S	796	5.9%
i	796	5.9%
n	796	5.9%
g	796	5.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	13434	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
l	2239	16.7%
e	2239	16.7%
C	1443	10.7%
o	1443	10.7%
u	1443	10.7%
p	1443	10.7%
S	796	5.9%
i	796	5.9%
n	796	5.9%
g	796	5.9%

Children
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	35.0 KiB

1	1127
0	638
2	421
3	53

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2239
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	2
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	1127	50.3%
0	638	28.5%
2	421	18.8%
3	53	2.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1127	50.3%
0	638	28.5%
2	421	18.8%
3	53	2.4%

Most occurring characters

Value	Count	Frequency (%)
1	1127	50.3%
0	638	28.5%
2	421	18.8%
3	53	2.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2239	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	1127	50.3%
0	638	28.5%
2	421	18.8%
3	53	2.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	2239	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	1127	50.3%
0	638	28.5%
2	421	18.8%
3	53	2.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2239	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	1127	50.3%
0	638	28.5%
2	421	18.8%
3	53	2.4%

Family_size
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	35.0 KiB

3	976
2	695
4	364
1	167
5	37

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2239
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	3
3rd row	2
4th row	3
5th row	3

Common Values

Value	Count	Frequency (%)
3	976	43.6%
2	695	31.0%
4	364	16.3%
1	167	7.5%
5	37	1.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	976	43.6%
2	695	31.0%
4	364	16.3%
1	167	7.5%
5	37	1.7%

Most occurring characters

Value	Count	Frequency (%)
3	976	43.6%
2	695	31.0%
4	364	16.3%
1	167	7.5%
5	37	1.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2239	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	976	43.6%
2	695	31.0%
4	364	16.3%
1	167	7.5%
5	37	1.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	2239	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	976	43.6%
2	695	31.0%
4	364	16.3%
1	167	7.5%
5	37	1.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2239	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	976	43.6%
2	695	31.0%
4	364	16.3%
1	167	7.5%
5	37	1.7%

Promotion accepted
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.44707459

Minimum	0
Maximum	5
Zeros	1630
Zeros (%)	72.8%
Negative	0
Negative (%)	0.0%
Memory size	35.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.8906922
Coefficient of variation (CV)	1.9922676
Kurtosis	6.3393441
Mean	0.44707459
Median Absolute Deviation (MAD)	0
Skewness	2.4402721
Sum	1001
Variance	0.79333259
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	1630	72.8%
1	370	16.5%
2	142	6.3%
3	51	2.3%
4	36	1.6%
5	10	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1630	72.8%
1	370	16.5%
2	142	6.3%
3	51	2.3%
4	36	1.6%
5	10	0.4%

Value	Count	Frequency (%)
5	10	0.4%
4	36	1.6%
3	51	2.3%
2	142	6.3%
1	370	16.5%
0	1630	72.8%

PromoAccepted
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.44707459

Minimum	0
Maximum	5
Zeros	1630
Zeros (%)	72.8%
Negative	0
Negative (%)	0.0%
Memory size	35.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.8906922
Coefficient of variation (CV)	1.9922676
Kurtosis	6.3393441
Mean	0.44707459
Median Absolute Deviation (MAD)	0
Skewness	2.4402721
Sum	1001
Variance	0.79333259
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	1630	72.8%
1	370	16.5%
2	142	6.3%
3	51	2.3%
4	36	1.6%
5	10	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1630	72.8%
1	370	16.5%
2	142	6.3%
3	51	2.3%
4	36	1.6%
5	10	0.4%

Value	Count	Frequency (%)
5	10	0.4%
4	36	1.6%
3	51	2.3%
2	142	6.3%
1	370	16.5%
0	1630	72.8%

Responder
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	35.0 KiB

None	1630
Low	563
High	46

Length

Max length	4
Median length	4
Mean length	3.7485485
Min length	3

Characters and Unicode

Total characters	8393
Distinct characters	10
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Low
2nd row	None
3rd row	None
4th row	None
5th row	None

Common Values

Value	Count	Frequency (%)
None	1630	72.8%
Low	563	25.1%
High	46	2.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
none	1630	72.8%
low	563	25.1%
high	46	2.1%

Most occurring characters

Value	Count	Frequency (%)
o	2193	26.1%
N	1630	19.4%
n	1630	19.4%
e	1630	19.4%
L	563	6.7%
w	563	6.7%
H	46	0.5%
i	46	0.5%
g	46	0.5%
h	46	0.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	6154	73.3%
Uppercase Letter	2239	26.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	2193	35.6%
n	1630	26.5%
e	1630	26.5%
w	563	9.1%
i	46	0.7%
g	46	0.7%
h	46	0.7%

Uppercase Letter

Value	Count	Frequency (%)
N	1630	72.8%
L	563	25.1%
H	46	2.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	8393	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	2193	26.1%
N	1630	19.4%
n	1630	19.4%
e	1630	19.4%
L	563	6.7%
w	563	6.7%
H	46	0.5%
i	46	0.5%
g	46	0.5%
h	46	0.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8393	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	2193	26.1%
N	1630	19.4%
n	1630	19.4%
e	1630	19.4%
L	563	6.7%
w	563	6.7%
H	46	0.5%
i	46	0.5%
g	46	0.5%
h	46	0.5%

Frequency
Real number (ℝ)

HIGH CORRELATION

Distinct	33
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.539527

Minimum	0
Maximum	32
Zeros	6
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	35.0 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	6
median	12
Q3	18
95-th percentile	24
Maximum	32
Range	32
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	7.2063996
Coefficient of variation (CV)	0.57469471
Kurtosis	-1.1183696
Mean	12.539527
Median Absolute Deviation (MAD)	6
Skewness	0.29633737
Sum	28076
Variance	51.932195
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
4	202	9.0%
6	191	8.5%
5	180	8.0%
3	128	5.7%
7	127	5.7%
18	104	4.6%
14	100	4.5%
16	98	4.4%
17	89	4.0%
21	86	3.8%
Other values (23)	934	41.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	0.3%
1	6	0.3%
2	2	0.1%
3	128	5.7%
4	202	9.0%
5	180	8.0%
6	191	8.5%
7	127	5.7%
8	51	2.3%
9	45	2.0%

Value	Count	Frequency (%)
32	3	0.1%
31	2	0.1%
30	2	0.1%
29	6	0.3%
28	10	0.4%
27	23	1.0%
26	24	1.1%
25	39	1.7%
24	52	2.3%
23	64	2.9%

Monetary
Real number (ℝ)

HIGH CORRELATION

Distinct	1054
Distinct (%)	47.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	606.04109

Minimum	5
Maximum	2525
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	35.0 KiB

Quantile statistics

Minimum	5
5-th percentile	22
Q1	69
median	396
Q3	1046
95-th percentile	1772.6
Maximum	2525
Range	2520
Interquartile range (IQR)	977

Descriptive statistics

Standard deviation	602.27409
Coefficient of variation (CV)	0.99378425
Kurtosis	-0.34287343
Mean	606.04109
Median Absolute Deviation (MAD)	353
Skewness	0.86023744
Sum	1356926
Variance	362734.08
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
46	19	0.8%
22	18	0.8%
57	16	0.7%
44	15	0.7%
55	15	0.7%
48	14	0.6%
20	14	0.6%
43	14	0.6%
37	14	0.6%
38	14	0.6%
Other values (1044)	2086	93.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	1	< 0.1%
6	2	0.1%
8	4	0.2%
9	2	0.1%
10	5	0.2%
11	5	0.2%
12	2	0.1%
13	6	0.3%
14	3	0.1%
15	10	0.4%

Value	Count	Frequency (%)
2525	2	0.1%
2524	1	< 0.1%
2486	1	< 0.1%
2440	1	< 0.1%
2352	1	< 0.1%
2349	1	< 0.1%
2346	1	< 0.1%
2302	2	0.1%
2283	1	< 0.1%
2279	1	< 0.1%

Auto

Heatmap
Table

	ID	Year_Birth	Income	Recency	Wines	Fruits	Meat	Fish	Sweet	Gold	Deals	Web	Catalog	Store	Web Visit	lifespan_months	Age	Promotion accepted	PromoAccepted	Frequency	Monetary	Education	Marital_Status	Kidhome	Teenhome	AcceptedCmp3	AcceptedCmp4	AcceptedCmp5	AcceptedCmp1	AcceptedCmp2	Complain	Response	Age group	Education_clean	Marital_clean	Children	Family_size	Responder
ID	1.000	0.003	0.003	-0.046	-0.025	-0.022	-0.013	-0.029	-0.034	-0.041	-0.025	-0.025	-0.012	-0.023	-0.011	0.001	-0.003	-0.036	-0.036	-0.017	-0.025	0.000	0.005	0.000	0.000	0.000	0.000	0.000	0.045	0.035	0.000	0.031	0.000	0.000	0.000	0.000	0.000	0.000
Year_Birth	0.003	1.000	-0.216	-0.020	-0.235	-0.026	-0.114	-0.030	0.003	-0.076	-0.090	-0.166	-0.179	-0.170	0.129	0.016	-1.000	-0.021	-0.021	-0.179	-0.158	0.112	0.110	0.231	0.341	0.057	0.051	0.101	0.061	0.008	0.000	0.070	0.969	0.149	0.093	0.216	0.186	0.058
Income	0.003	-0.216	1.000	0.009	0.829	0.579	0.814	0.575	0.565	0.504	-0.194	0.572	0.789	0.730	-0.641	-0.021	0.216	0.310	0.310	0.776	0.849	0.182	0.000	0.399	0.326	0.067	0.264	0.562	0.397	0.144	0.000	0.257	0.200	0.235	0.032	0.325	0.228	0.304
Recency	-0.046	-0.020	0.009	1.000	0.018	0.025	0.028	0.013	0.024	0.018	0.008	-0.004	0.031	0.005	-0.022	0.024	0.020	-0.103	-0.103	0.011	0.020	0.000	0.026	0.070	0.050	0.044	0.000	0.000	0.000	0.034	0.000	0.208	0.050	0.000	0.047	0.038	0.034	0.071
Wines	-0.025	-0.235	0.829	0.018	1.000	0.518	0.824	0.525	0.505	0.575	0.058	0.740	0.824	0.807	-0.389	0.156	0.235	0.384	0.384	0.868	0.927	0.114	0.019	0.406	0.117	0.095	0.395	0.517	0.358	0.302	0.000	0.268	0.137	0.152	0.039	0.217	0.150	0.367
Fruits	-0.022	-0.026	0.579	0.025	0.518	1.000	0.713	0.705	0.692	0.569	-0.110	0.471	0.635	0.584	-0.443	0.131	0.026	0.175	0.175	0.627	0.683	0.070	0.029	0.312	0.121	0.004	0.072	0.285	0.261	0.000	0.000	0.152	0.062	0.032	0.000	0.267	0.184	0.170
Meat	-0.013	-0.114	0.814	0.028	0.824	0.713	1.000	0.726	0.696	0.638	-0.032	0.679	0.852	0.779	-0.492	0.158	0.114	0.312	0.312	0.861	0.939	0.054	0.030	0.322	0.227	0.029	0.099	0.378	0.310	0.034	0.000	0.243	0.101	0.072	0.064	0.349	0.253	0.234
Fish	-0.029	-0.030	0.575	0.013	0.525	0.705	0.726	1.000	0.701	0.565	-0.120	0.466	0.657	0.583	-0.458	0.134	0.030	0.153	0.153	0.633	0.696	0.062	0.053	0.323	0.139	0.077	0.000	0.267	0.270	0.047	0.000	0.131	0.071	0.000	0.000	0.285	0.204	0.136
Sweet	-0.034	0.003	0.565	0.024	0.505	0.692	0.696	0.701	1.000	0.543	-0.106	0.464	0.628	0.581	-0.449	0.119	-0.003	0.169	0.169	0.627	0.670	0.068	0.000	0.291	0.101	0.000	0.028	0.268	0.259	0.046	0.000	0.113	0.046	0.047	0.042	0.246	0.174	0.142
Gold	-0.041	-0.076	0.504	0.018	0.575	0.569	0.638	0.565	0.543	1.000	0.090	0.580	0.649	0.540	-0.261	0.226	0.076	0.253	0.253	0.647	0.692	0.066	0.054	0.264	0.056	0.126	0.047	0.177	0.164	0.032	0.000	0.138	0.074	0.000	0.065	0.162	0.127	0.135
Deals	-0.025	-0.090	-0.194	0.008	0.058	-0.110	-0.032	-0.120	-0.106	0.090	1.000	0.284	-0.040	0.100	0.398	0.215	0.090	-0.092	-0.092	0.109	-0.014	0.000	0.019	0.210	0.347	0.000	0.051	0.244	0.164	0.000	0.000	0.096	0.092	0.000	0.022	0.368	0.285	0.104
Web	-0.025	-0.166	0.572	-0.004	0.740	0.471	0.679	0.466	0.464	0.580	0.284	1.000	0.619	0.673	-0.097	0.202	0.166	0.254	0.254	0.834	0.727	0.083	0.039	0.294	0.160	0.024	0.155	0.171	0.165	0.000	0.000	0.166	0.107	0.118	0.012	0.149	0.108	0.164
Catalog	-0.012	-0.179	0.789	0.031	0.824	0.635	0.852	0.657	0.628	0.649	-0.040	0.619	1.000	0.709	-0.536	0.126	0.179	0.366	0.366	0.870	0.892	0.065	0.000	0.386	0.119	0.089	0.192	0.359	0.314	0.111	0.000	0.219	0.100	0.097	0.022	0.292	0.204	0.245
Store	-0.023	-0.170	0.730	0.005	0.807	0.584	0.779	0.583	0.581	0.540	0.100	0.673	0.709	1.000	-0.454	0.115	0.170	0.174	0.174	0.885	0.805	0.104	0.025	0.403	0.085	0.178	0.212	0.229	0.197	0.081	0.000	0.148	0.128	0.140	0.000	0.200	0.135	0.171
Web Visit	-0.011	0.129	-0.641	-0.022	-0.389	-0.443	-0.492	-0.458	-0.449	-0.261	0.398	-0.097	-0.536	-0.454	1.000	0.298	-0.129	-0.078	-0.078	-0.420	-0.476	0.054	0.000	0.345	0.218	0.077	0.000	0.309	0.202	0.000	0.000	0.120	0.096	0.061	0.027	0.325	0.228	0.111
lifespan_months	0.001	0.016	-0.021	0.024	0.156	0.131	0.158	0.134	0.119	0.226	0.215	0.202	0.126	0.115	0.298	1.000	-0.016	0.085	0.085	0.161	0.187	0.055	0.038	0.000	0.000	0.028	0.021	0.000	0.000	0.000	0.065	0.199	0.015	0.050	0.000	0.018	0.020	0.078
Age	-0.003	-1.000	0.216	0.020	0.235	0.026	0.114	0.030	-0.003	0.076	0.090	0.166	0.179	0.170	-0.129	-0.016	1.000	0.021	0.021	0.179	0.158	0.112	0.108	0.233	0.338	0.056	0.055	0.100	0.060	0.034	0.000	0.067	0.953	0.149	0.090	0.215	0.186	0.058
Promotion accepted	-0.036	-0.021	0.310	-0.103	0.384	0.175	0.312	0.153	0.169	0.253	-0.092	0.254	0.366	0.174	-0.078	0.085	0.021	1.000	1.000	0.288	0.389	0.023	0.035	0.134	0.115	0.504	0.545	0.701	0.667	0.632	0.000	0.745	0.054	0.048	0.052	0.169	0.126	0.999
PromoAccepted	-0.036	-0.021	0.310	-0.103	0.384	0.175	0.312	0.153	0.169	0.253	-0.092	0.254	0.366	0.174	-0.078	0.085	0.021	1.000	1.000	0.288	0.389	0.023	0.035	0.134	0.115	0.504	0.545	0.701	0.667	0.632	0.000	0.745	0.054	0.048	0.052	0.169	0.126	0.999
Frequency	-0.017	-0.179	0.776	0.011	0.868	0.627	0.861	0.633	0.627	0.647	0.109	0.834	0.870	0.885	-0.420	0.161	0.179	0.288	0.288	1.000	0.908	0.102	0.000	0.435	0.079	0.066	0.220	0.287	0.270	0.102	0.019	0.165	0.131	0.153	0.000	0.232	0.161	0.212
Monetary	-0.025	-0.158	0.849	0.020	0.927	0.683	0.939	0.696	0.670	0.692	-0.014	0.727	0.892	0.805	-0.476	0.187	0.158	0.389	0.389	0.908	1.000	0.091	0.023	0.437	0.226	0.056	0.251	0.526	0.417	0.151	0.000	0.294	0.135	0.135	0.000	0.324	0.226	0.347
Education	0.000	0.112	0.182	0.000	0.114	0.070	0.054	0.062	0.068	0.066	0.000	0.083	0.065	0.104	0.054	0.055	0.112	0.023	0.023	0.102	0.091	1.000	0.000	0.051	0.104	0.000	0.048	0.034	0.035	0.017	0.039	0.092	0.134	0.999	0.000	0.033	0.043	0.045
Marital_Status	0.005	0.110	0.000	0.026	0.019	0.029	0.030	0.053	0.000	0.054	0.019	0.039	0.000	0.025	0.000	0.038	0.108	0.035	0.035	0.000	0.023	0.000	1.000	0.040	0.074	0.000	0.000	0.027	0.031	0.000	0.000	0.145	0.154	0.000	0.999	0.045	0.306	0.000
Kidhome	0.000	0.231	0.399	0.070	0.406	0.312	0.322	0.323	0.291	0.264	0.210	0.294	0.386	0.403	0.345	0.000	0.233	0.134	0.134	0.435	0.437	0.051	0.040	1.000	0.054	0.030	0.162	0.210	0.182	0.079	0.027	0.075	0.205	0.058	0.000	0.625	0.545	0.125
Teenhome	0.000	0.341	0.326	0.050	0.117	0.121	0.227	0.139	0.101	0.056	0.347	0.160	0.119	0.085	0.218	0.000	0.338	0.115	0.115	0.079	0.226	0.104	0.074	0.054	1.000	0.038	0.026	0.205	0.145	0.000	0.000	0.159	0.293	0.104	0.010	0.564	0.512	0.109
AcceptedCmp3	0.000	0.057	0.067	0.044	0.095	0.004	0.029	0.077	0.000	0.126	0.000	0.024	0.089	0.178	0.077	0.028	0.056	0.504	0.504	0.066	0.056	0.000	0.000	0.030	0.038	1.000	0.073	0.074	0.089	0.061	0.000	0.251	0.055	0.000	0.000	0.000	0.015	0.459
AcceptedCmp4	0.000	0.051	0.264	0.000	0.395	0.072	0.099	0.000	0.028	0.047	0.051	0.155	0.192	0.212	0.000	0.021	0.055	0.545	0.545	0.220	0.251	0.048	0.000	0.162	0.026	0.073	1.000	0.303	0.247	0.284	0.000	0.173	0.062	0.041	0.000	0.085	0.056	0.516
AcceptedCmp5	0.000	0.101	0.562	0.000	0.517	0.285	0.378	0.267	0.268	0.177	0.244	0.171	0.359	0.229	0.309	0.000	0.100	0.701	0.701	0.287	0.526	0.034	0.027	0.210	0.205	0.074	0.303	1.000	0.399	0.213	0.000	0.324	0.056	0.039	0.000	0.347	0.270	0.605
AcceptedCmp1	0.045	0.061	0.397	0.000	0.358	0.261	0.310	0.270	0.259	0.164	0.164	0.165	0.314	0.197	0.202	0.000	0.060	0.667	0.667	0.270	0.417	0.035	0.031	0.182	0.145	0.089	0.247	0.399	1.000	0.166	0.000	0.291	0.053	0.000	0.000	0.278	0.215	0.594
AcceptedCmp2	0.035	0.008	0.144	0.034	0.302	0.000	0.034	0.047	0.046	0.032	0.000	0.000	0.111	0.081	0.000	0.000	0.034	0.632	0.632	0.102	0.151	0.017	0.000	0.079	0.000	0.061	0.284	0.213	0.166	1.000	0.000	0.162	0.000	0.000	0.000	0.073	0.043	0.456
Complain	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.065	0.000	0.000	0.000	0.019	0.000	0.039	0.000	0.027	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
Response	0.031	0.070	0.257	0.208	0.268	0.152	0.243	0.131	0.113	0.138	0.096	0.166	0.219	0.148	0.120	0.199	0.067	0.745	0.745	0.165	0.294	0.092	0.145	0.075	0.159	0.251	0.173	0.324	0.291	0.162	0.000	1.000	0.006	0.050	0.147	0.204	0.222	0.708
Age group	0.000	0.969	0.200	0.050	0.137	0.062	0.101	0.071	0.046	0.074	0.092	0.107	0.100	0.128	0.096	0.015	0.953	0.054	0.054	0.131	0.135	0.134	0.154	0.205	0.293	0.055	0.062	0.056	0.053	0.000	0.000	0.006	1.000	0.143	0.074	0.189	0.199	0.000
Education_clean	0.000	0.149	0.235	0.000	0.152	0.032	0.072	0.000	0.047	0.000	0.000	0.118	0.097	0.140	0.061	0.050	0.149	0.048	0.048	0.153	0.135	0.999	0.000	0.058	0.104	0.000	0.041	0.039	0.000	0.000	0.000	0.050	0.143	1.000	0.000	0.037	0.059	0.045
Marital_clean	0.000	0.093	0.032	0.047	0.039	0.000	0.064	0.000	0.042	0.065	0.022	0.012	0.022	0.000	0.027	0.000	0.090	0.052	0.052	0.000	0.000	0.000	0.999	0.000	0.010	0.000	0.000	0.000	0.000	0.000	0.000	0.147	0.074	0.000	1.000	0.047	0.433	0.057
Children	0.000	0.216	0.325	0.038	0.217	0.267	0.349	0.285	0.246	0.162	0.368	0.149	0.292	0.200	0.325	0.018	0.215	0.169	0.169	0.232	0.324	0.033	0.045	0.625	0.564	0.000	0.085	0.347	0.278	0.073	0.000	0.204	0.189	0.037	0.047	1.000	0.833	0.192
Family_size	0.000	0.186	0.228	0.034	0.150	0.184	0.253	0.204	0.174	0.127	0.285	0.108	0.204	0.135	0.228	0.020	0.186	0.126	0.126	0.161	0.226	0.043	0.306	0.545	0.512	0.015	0.056	0.270	0.215	0.043	0.000	0.222	0.199	0.059	0.433	0.833	1.000	0.163
Responder	0.000	0.058	0.304	0.071	0.367	0.170	0.234	0.136	0.142	0.135	0.104	0.164	0.245	0.171	0.111	0.078	0.058	0.999	0.999	0.212	0.347	0.045	0.000	0.125	0.109	0.459	0.516	0.605	0.594	0.456	0.000	0.708	0.000	0.045	0.057	0.192	0.163	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	ID	Year_Birth	Education	Marital_Status	Income	Kidhome	Teenhome	Enrollment date	Recency	Wines	Fruits	Meat	Fish	Sweet	Gold	Deals	Web	Catalog	Store	Web Visit	AcceptedCmp3	Z_CostContact	Z_Revenue	Response	lifespan_months	Age	Age group	Education_clean	Marital_clean	Children	Family_size	Promotion accepted	PromoAccepted	Responder	Frequency	Monetary
0	5524	1957	Graduation	Single	58138.0	0	0	2012-09-04	58	635	88	546	172	88	88	3	8	10	4	7	0	3	11	1	25	57	Senior	Postgraduate	Single	0	1	1	1	Low	22	1617
1	2174	1954	Graduation	Single	46344.0	1	1	2014-03-08	38	11	1	6	2	1	6	2	1	1	2	5	0	3	11	0	7	60	Senior	Postgraduate	Single	2	3	0	0	None	4	27
2	4141	1965	Graduation	Together	71613.0	0	0	2013-08-21	26	426	49	127	111	21	42	1	8	2	10	4	0	3	11	0	13	49	Senior	Postgraduate	Couple	0	2	0	0	None	20	776
3	6182	1984	Graduation	Together	26646.0	1	0	2014-02-10	26	11	4	20	10	3	5	2	2	0	4	6	0	3	11	0	7	30	Adult	Postgraduate	Couple	1	3	0	0	None	6	53
4	5324	1981	PhD	Married	58293.0	1	0	2014-01-19	94	173	43	118	46	27	15	5	5	3	6	5	0	3	11	0	8	33	Adult	Postgraduate	Couple	1	3	0	0	None	14	422
5	7446	1967	Master	Together	62513.0	0	1	2013-09-09	16	520	42	98	0	42	14	2	6	4	10	6	0	3	11	0	13	47	Senior	Postgraduate	Couple	1	3	0	0	None	20	716
6	965	1971	Graduation	Divorced	55635.0	0	1	2012-11-13	34	235	65	164	50	49	27	4	7	3	7	6	0	3	11	0	23	43	Adult	Postgraduate	Single	1	3	0	0	None	17	590
7	6177	1985	PhD	Married	33454.0	1	0	2013-05-08	32	76	10	56	3	1	23	2	4	0	4	8	0	3	11	0	17	29	Young-adult	Postgraduate	Couple	1	3	0	0	None	8	169
8	4855	1974	PhD	Together	30351.0	1	0	2013-06-06	19	14	0	24	3	3	2	1	3	0	2	9	0	3	11	1	16	40	Adult	Postgraduate	Couple	1	3	1	1	Low	5	46
9	5899	1950	PhD	Together	5648.0	1	1	2014-03-13	68	28	0	6	1	1	13	1	1	0	0	20	1	3	11	0	6	64	Senior	Postgraduate	Couple	2	4	1	1	Low	1	49

	ID	Year_Birth	Education	Marital_Status	Income	Kidhome	Teenhome	Enrollment date	Recency	Wines	Fruits	Meat	Fish	Sweet	Gold	Deals	Web	Catalog	Store	Web Visit	AcceptedCmp3	AcceptedCmp4	AcceptedCmp1	Z_CostContact	Z_Revenue	Response	lifespan_months	Age	Age group	Education_clean	Marital_clean	Children	Family_size	Promotion accepted	PromoAccepted	Responder	Frequency	Monetary
2229	10084	1972	Graduation	Married	24434.0	2	0	2014-05-18	9	3	2	8	20	0	17	2	2	1	2	7	0	0	0	3	11	0	4	42	Adult	Postgraduate	Couple	2	4	0	0	None	5	50
2230	7004	1984	Graduation	Single	11012.0	1	0	2013-03-16	82	24	3	26	7	1	23	3	3	1	2	9	1	0	0	3	11	0	18	30	Adult	Postgraduate	Single	1	2	1	1	Low	6	84
2231	9817	1970	Master	Single	44802.0	0	0	2012-08-21	71	853	10	143	13	10	20	2	9	4	12	8	0	0	0	3	11	0	25	44	Adult	Postgraduate	Single	0	1	0	0	None	25	1049
2232	8080	1986	Graduation	Single	26816.0	0	0	2012-08-17	50	5	1	6	3	4	3	1	0	0	3	4	0	0	0	3	11	0	25	28	Young-adult	Postgraduate	Single	0	1	0	0	None	3	22
2234	8372	1974	Graduation	Married	34421.0	1	0	2013-07-01	81	3	3	7	6	2	9	1	1	0	2	7	0	0	0	3	11	0	15	40	Adult	Postgraduate	Couple	1	3	0	0	None	3	30
2235	10870	1967	Graduation	Married	61223.0	0	1	2013-06-13	46	709	43	182	42	118	247	2	9	3	4	5	0	0	0	3	11	0	15	47	Senior	Postgraduate	Couple	1	3	0	0	None	16	1341
2236	4001	1946	PhD	Together	64014.0	2	1	2014-06-10	56	406	0	30	0	0	8	7	8	2	5	7	0	0	1	3	11	0	3	68	Senior	Postgraduate	Couple	3	5	1	1	Low	15	444
2237	7270	1981	Graduation	Divorced	56981.0	0	0	2014-01-25	91	908	48	217	32	12	24	1	2	3	13	6	0	1	0	3	11	0	8	33	Adult	Postgraduate	Single	0	2	1	1	Low	18	1241
2238	8235	1956	Master	Together	69245.0	0	1	2014-01-24	8	428	30	214	80	30	61	2	6	5	10	3	0	0	0	3	11	0	8	58	Senior	Postgraduate	Couple	1	3	0	0	None	21	843
2239	9405	1954	PhD	Married	52869.0	1	1	2012-10-15	40	84	3	61	2	1	21	3	3	1	4	7	0	0	0	3	11	1	23	60	Senior	Postgraduate	Couple	2	4	1	1	Low	8	172

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts